Hina Mushtaq , Muhammad Ishtiaq , Surayya Jamal , Syed Maisam Raza Rizvi , Hamad Raza
{"title":"Regime-Switching volatility and risk quantification in South Asian and developed stock Markets: A Comparative perspective using Markov-Switching GARCH with MLE and MCMC estimations","authors":"Hina Mushtaq , Muhammad Ishtiaq , Surayya Jamal , Syed Maisam Raza Rizvi , Hamad Raza","doi":"10.1016/j.najef.2025.102576","DOIUrl":"10.1016/j.najef.2025.102576","url":null,"abstract":"<div><div>This study investigates volatility regime dynamics and risk quantification across the developed stock markets of the NYSE and SSEC, and the emerging markets of South Asia, using the Markov-Switching GARCH framework. By employing both Maximum-Likelihood Estimation (MLE) and Bayesian Markov Chain Monte Carlo (MCMC) methods, the study captured volatility clustering that depends on regimes, their persistence, and transition probabilities. The findings of the MLE have revealed significant regime shifts in the markets of South Asia and have displayed frequent transitions, high volatility clustering, especially during low-volatility regimes, and a higher level of instability than in developed equity markets. Moreover, the MCMC findings further substantiate these findings by providing robust parameter estimates and revealing stronger volatility persistence during the calm regime and greater volatility persistence during turbulent periods in the developing South Asian stock markets.</div><div>Then, volatility forecasting shows sustained market uncertainty, with emerging South Asian stock markets exhibiting higher volatility than developed markets. Moreover, the findings on Value-at-Risk (VaR) and Expected Shortfall (ES) have confirmed the elevated tail risk in the developing South Asian market, especially in Nepal and the Dhaka Stock Exchange. These findings contribute to the literature by providing an empirical comparison of risk and volatility across developed and developing markets, validating the efficiency of regime-switching models when combined with Bayesian estimation techniques for capturing the complex behaviour of financial markets.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"82 ","pages":"Article 102576"},"PeriodicalIF":3.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884265","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Dynamic distortions of the security market line: Evidence from asymmetric volatility and regime-switching models","authors":"Hatem Brik","doi":"10.1016/j.najef.2025.102566","DOIUrl":"10.1016/j.najef.2025.102566","url":null,"abstract":"<div><div>This study re-examines the empirical validity of the Capital Asset Pricing Model (CAPM) by asking whether the Security Market Line (SML) remains stable when markets experience asymmetric volatility and regime transitions. Using high-frequency data from 2015 to 2024 for four major U.S. large-cap firms, we implement a unified empirical framework that integrates quantile regression, rolling-window CAPM estimation, and a two-state Markov-Switching AR(1) model.</div><div>The results reveal that the beta–return relationship is non-linear, time-varying, and state-dependent. Beta significance concentrates around the median of the return distribution but vanishes in the tails, confirming distributional asymmetry. Rolling estimations indicate persistent yet gradual beta drift, while the Markov-Switching model uncovers regime-contingent SML slopes—positive in stable phases and inverted during stress periods. These findings demonstrate that systematic risk is not uniformly priced and that the classical CAPM’s assumptions of linearity, stationarity, and rational expectations fail under dynamic market conditions.</div><div>Beyond U.S. equities, the framework offers a diagnostic tool for risk monitoring and portfolio management in environments characterized by volatility shocks and behavioral frictions—conditions typical of many emerging markets. By integrating dynamic, distributional, and regime dimensions, the paper contributes to a more adaptive understanding of asset pricing under uncertainty.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"82 ","pages":"Article 102566"},"PeriodicalIF":3.9,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145791026","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Spillover effects of clean energy risks and the impacts of economic policy uncertainty on the stability of the equity market: A dependence dynamics analysis","authors":"Ching-Chi Hsu , Wei-Che Tsai","doi":"10.1016/j.najef.2025.102475","DOIUrl":"10.1016/j.najef.2025.102475","url":null,"abstract":"<div><div>This study investigates the spillover effects of clean energy risks and economic policy uncertainty on the stability of the equity market. We use dependence dynamics through copulas with regime switching to analyze the dependence pattern of the spillover effects and the stability of the equity market. The dependence dynamics model results reveal the existence of asymmetric dependence between these factors, with the impact of the spillover effect on the stability of the equity market being more pronounced in the high-dependence regime. To test our findings, we formulate an investment strategy to facilitate an investigation of investment efficiency and profitability. Our performance test results confirm that our investment strategy outperforms, producing a high ratio of investment efficiency. Our research indicates that an unstable economic policy environment can increase clean energy risks, ultimately having spillover effects on the stability of the equity market. Our study provides references for policy regulators to design or adjust their energy policies and a guide for investors to make strategic investment decisions to avoid clean energy risks.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102475"},"PeriodicalIF":3.8,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144178756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Songsong Li , Hao Xu , Piet Sercu , Nan Xu , Yiwa Xu
{"title":"The role of international and domestic investors in international market information spillover effects: Evidence from interconnected multilayer networks","authors":"Songsong Li , Hao Xu , Piet Sercu , Nan Xu , Yiwa Xu","doi":"10.1016/j.najef.2025.102465","DOIUrl":"10.1016/j.najef.2025.102465","url":null,"abstract":"<div><div>This research introduces a novel framework to explore international information spillovers in stock markets like China, focusing on three layers: international capital markets, investor behavior, and domestic sector indices. Intra-layer connections are analyzed using TVP-VAR optimized frequency connectivity, while inter-layer connections are examined through causality tests, as well as a complex network approach evaluates the significance of investor groups. Our findings reveal that international investors’ selling behavior significantly impacts both domestic and foreign investors in the Chinese market, influenced by domestic stock sentiment. Notable peaks in network dynamics occurred in 2016, 2018, and 2020. The US and UK are major information spillover exporters, affecting sectors like industrials and materials in domestic markets. International market volatility increases short-term domestic investor attention and long-term asset shifts, leading to information spillovers in Chinese stocks. During events like the Sino-US trade war and COVID-19, international capital flows serve as a crucial channel between markets, with short-term impacts being more severe.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102465"},"PeriodicalIF":3.8,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144261996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Risky finance, riskier climate: when financial instability meets climate risks on the bridge of sustainability uncertainty","authors":"Brahim Gaies","doi":"10.1016/j.najef.2025.102492","DOIUrl":"10.1016/j.najef.2025.102492","url":null,"abstract":"<div><div>This study bridges two critical literatures: climate-related finance theory, which focuses on the destabilizing effects of climate risks on financial markets, and corporate social responsibility (CSR) theory, rooted in the shareholder-stakeholder debate. In doing so, it provides one of the first attempts to explore the systemic interactions between financial instability, sustainability uncertainty, and climate risks. Leveraging the novel U.S. ESG-based Sustainability Uncertainty Index (ESGUI; Ongan et al., 2025) and employing a Time-Varying Parameter Vector Autoregression (TVP-VAR) connectedness framework, we analyze how shocks stemming from financial market stress, ESG investment and policy uncertainty, and climate-related risks propagate and interact across major financial, political, and environmental events in the U.S. economy from 2003 to 2024. The main findings reveal that credit market stress and volatility-driven financial uncertainty act as the major transmitters of instability in the system, with connectedness peaking during 2008–2009 and 2020–2022. However, the transmission of financial instability to climate risks is nonlinear and contingent on sustainability uncertainty. Interestingly, regulatory responses, such as post-Global Financial Crisis reforms and the Paris Agreement, help temporarily mitigate but fail to fully eliminate risk spillovers. These results are robust to the application of the time-varying robust Granger causality test, which serves as an alternative validation approach.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102492"},"PeriodicalIF":3.8,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144364736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An analytical approximation for European options under a Heston-type model with regime switching","authors":"Wenting Chen , Xin-Jiang He","doi":"10.1016/j.najef.2025.102500","DOIUrl":"10.1016/j.najef.2025.102500","url":null,"abstract":"<div><div>In this paper, we consider the pricing of European options under a generalized regime-switching Heston model. By “generalized”, it means that all parameters of the original Heston model are expected to vary among various economic states. This broad assumption regarding regime switching has impeded the application of existing analytical techniques used to calculate European option prices under Heston-type regime-switching models. Albeit difficult, we have managed to derive an analytical approximation for the price of European options with the use of frozen coefficient technique. Remarkably, an error estimation for the approximation has been established theoretically and verified quantitatively through numerical experiments. Finally, through a preliminary empirical study, the current model is shown to be superior to a class of generally used Heston-type models, implying that the present model, together with the newly derived formula, can be safely used in actual financial market for pricing European options expiring in no more than three months.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102500"},"PeriodicalIF":3.8,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144702749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Heterogeneous beliefs with information processing constraints and asset pricing in presence of non-tradable goods","authors":"Hailong Wang , Duni Hu","doi":"10.1016/j.najef.2025.102520","DOIUrl":"10.1016/j.najef.2025.102520","url":null,"abstract":"<div><div>This paper proposes an international financial model with two investors to explore the influences of heterogeneous beliefs and capacity constraints on asset prices. The capacity constraints not only impose influences on the investors’ posterior means and variances, but also generate persistent disagreements. We present that even though the non-tradable goods are only domestically consumed, the investors can partially mitigate their non-tradable goods consumption risks by adjusting tradable goods consumptions. We also show that introducing the non-tradable goods leads the investors’ optimal portfolio choices to depend on hedging demands motivated by uncertainties of the stocks with claims to the non-tradable goods. The previous mechanism of the non-tradable goods plays an important role in determining the effects of heterogeneous beliefs on asset pricing moments.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102520"},"PeriodicalIF":3.9,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144841864","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Corporate investment amid trade policy uncertainty: Past lessons, future presidency","authors":"Vaibhav Keshav","doi":"10.1016/j.najef.2025.102514","DOIUrl":"10.1016/j.najef.2025.102514","url":null,"abstract":"<div><div>What insights can we glean from the prior trade conflict between the US and China amidst its prominence in the 2025–2028 presidential term? Between 2016 and 2019, the US–China trade dispute, with US tariffs and Chinese retaliation, surged trade policy uncertainty (TPU). Departing from prior studies focusing on overall economic policy uncertainty (EPU), this study reports an inverse causal relation between aggregate and firm-level TPU and corporate investment by employing a novel instrumental variable. Apart from confirming the real options channel, I identify a foreign exchange channel, highlighting the susceptibility of firms to TPU based on exposure to exchange rate fluctuations. Lastly, I discuss the implications of this study in the context of the upcoming US presidential elections and beyond.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102514"},"PeriodicalIF":3.9,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144829947","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mobeen Ur Rehman , Neeraj Nautiyal , Rami Zeitun , Xuan Vinh Vo , Mamdouh Abdulaziz Saleh Al-Faryan
{"title":"Can we put green bonds in a single basket?","authors":"Mobeen Ur Rehman , Neeraj Nautiyal , Rami Zeitun , Xuan Vinh Vo , Mamdouh Abdulaziz Saleh Al-Faryan","doi":"10.1016/j.najef.2025.102518","DOIUrl":"10.1016/j.najef.2025.102518","url":null,"abstract":"<div><div>We examine the correlation between green bond markets of the UK, US, Japan, Canada, Australia, and Europe from 28th November 2008 to 21st May 2021. To measure time-varying correlation, we use extensions of conventional wavelets as wavelet multiple correlation and cross-correlation. Our results suggest sufficient diversification opportunities in the green bonds market because of their recent introduction into the existing asset classes. More specifically, low correlation is reported for UK GBs with Australian Canadian GBs, US GBs with Australian GBs, Japan and Canada, and European GBs with Canadian GBs across all investment periods. We also report non-linear bi-directional causality across the majority of the green bonds market. Our work suggests diversification opportunities by investing in green bonds based on their low time-varying correlation.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102518"},"PeriodicalIF":3.9,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144829948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hassan Zada , Naveed Khan , Mobeen Ur Rehman , Xuan Vinh Vo , Wafa Ghardallou
{"title":"Portfolio diversification amid economic uncertainty in Pakistan: empirical evidence from the quantile-on-quantile approach","authors":"Hassan Zada , Naveed Khan , Mobeen Ur Rehman , Xuan Vinh Vo , Wafa Ghardallou","doi":"10.1016/j.najef.2025.102486","DOIUrl":"10.1016/j.najef.2025.102486","url":null,"abstract":"<div><div>Over the past few decades, Economic Policy Uncertainty (EPU) has become a key driver of financial market dynamics, which influences investment decisions, risk perceptions, and overall economic stability. Therefore, our objective is to examine the impact of EPU on sectoral stocks in Pakistan. For the empirical analysis, we take monthly data from August 2010 to December 2023, and employ quantile-on-quantile regression approach (QQR) for the empirical analysis. This approach captures nonlinear and asymmetric relationships across different market conditions, thus making it ideal to analyze sectoral heterogeneity in response to changes in EPU. Our results highlight the negative effect of EPU on the returns in the Automobile & Assembler, Oil and Gas, and Refinery sectors at higher quantiles, whereas Banking and Power & Distribution sectors across all quantiles. However, in the Cement, Insurance, and Technology & Communication sectors, EPU positively affects returns at lower quantiles, whereas it negatively affects returns across higher quantiles. Policymakers should prioritize enhancing transparency and maintaining consistency in economic policies to minimize market disruptions caused by uncertainty. For portfolio managers, understanding the asymmetric impact of EPU can facilitate more effective risk management and asset allocation strategies, thus providing better diversification and hedging opportunities against uncertainty.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"80 ","pages":"Article 102486"},"PeriodicalIF":3.8,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144261444","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}